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Personal finance, investing, and financial literacy.

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We graded 13 famous trading strategies on 6 years of data. All 13 failed.

We graded 13 famous trading strategies on 6 years of data. All 13 failed.

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3 min read
Risk Rules Enforced in Code, Not Vibes: Building a Trading Engine With a Kill Switch

Risk Rules Enforced in Code, Not Vibes: Building a Trading Engine With a Kill Switch

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2 min read
Berkshire's $397 Billion Bet Against an Overheated Market!

Berkshire's $397 Billion Bet Against an Overheated Market!

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5 min read
Ranking 80 Tickers in ~1 Second With Only Free Data

Ranking 80 Tickers in ~1 Second With Only Free Data

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2 min read
We graded 13 famous trading strategies on 6 years of data. All 13 failed.

We graded 13 famous trading strategies on 6 years of data. All 13 failed.

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3 min read
Designing a Stock Exchange Matching Engine: The Order Book and Price-Time Priority

Designing a Stock Exchange Matching Engine: The Order Book and Price-Time Priority

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3 min read
BDE Score™: Open-Source Multi-Factor Stock Analysis Tool Covering US, HK & A-Share Markets

BDE Score™: Open-Source Multi-Factor Stock Analysis Tool Covering US, HK & A-Share Markets

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1 min read
From Raw Prices to Real Signals: Financial Metrics for a Data Pipeline (Daily Return, MA, RSI, MACD, Volatility)

From Raw Prices to Real Signals: Financial Metrics for a Data Pipeline (Daily Return, MA, RSI, MACD, Volatility)

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4 min read
How to Detect Lookahead Bias in a Backtest: A Practical Checklist

How to Detect Lookahead Bias in a Backtest: A Practical Checklist

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5 min read
Build a local finance page AI actually cites: a template and a test to prove it

Build a local finance page AI actually cites: a template and a test to prove it

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3 min read
How to make an AI engine trust a finance page: an implementation checklist

How to make an AI engine trust a finance page: an implementation checklist

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4 min read
Survivorship Bias vs Lookahead Bias: The Two Silent Backtest Killers

Survivorship Bias vs Lookahead Bias: The Two Silent Backtest Killers

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5 min read
Point-in-Time Fundamentals Data: What It Is, Why It Matters, and How to Choose

Point-in-Time Fundamentals Data: What It Is, Why It Matters, and How to Choose

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6 min read
Your Backtest Saw the Future: Lookahead Bias in Fundamental Data, Measured Across 313,562 Rows

Your Backtest Saw the Future: Lookahead Bias in Fundamental Data, Measured Across 313,562 Rows

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8 min read
How to Build a Point-in-Time Fundamentals Database from SEC EDGAR (and When Not To)

How to Build a Point-in-Time Fundamentals Database from SEC EDGAR (and When Not To)

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5 min read
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